Validation Rules
Formulas
How to write formulas that reference variables and perform calculations
This feature is not yet supported for the JSON Schema config type.
Examples
| Formula | Description |
|---|---|
ISPRESENT(extraction1.address) | Verify that an address has been extracted |
extraction1.amount = extraction1.price * extraction1.quantity + extraction1.tax | Verify that the total amount is calculated correctly |
IF(classification1 = "invoice", extraction1.invoice_date, extraction2.due_date) | If the document is an invoice, then get the invoice date, otherwise get the due date |
Variables
A variable is simply a reference to a workflow data field. They can be outputs of document processor steps or fields retrieved from your system using External Data Validation steps.Classification
For Classification steps, the variable is the step name, e.g.classification1.
The type of the variable will be text and its value will be the file’s classification type.
Extraction
For Extraction steps, the variable is the step name joined with the field name, e.g.extraction1.address or extraction2.line_items.quantity (for nested object or array fields).
The type of the variable will match the type of the extraction field.
For subfields of an array, the type will be an array of the subfield’s type.
The value may be NULL if the field could not be extracted.
External Data Validation
For External Data Validation steps, the variable is the step name joined with the field path of the returned payload,external1.path.to.field.
It is your responsibility to ensure that External Data Validation variables
are populated and have the correct types. For example, to use array variables
you must return an object of arrays instead of an array of objects.
Data types
All formulas values, including input variables, formula constants, and function outputs belong to one of the following data types.| Type | Description |
|---|---|
boolean | A TRUE or FALSE value |
number | A 64bit floating number |
text | A string of arbitrary length |
date | A date without a time of day or time zone |
currency | A monetary value containing a number amount and a ISO 4217 currency code |
array<T> | An array of the non-array type T. Mixed type arrays are not permitted. |
Collection types
Thecurrency and array types represent collections over one of the other primitive types and can be used wherever their underlying primitive type can be used.
For example, the currency type’s primitive type is number, so it can be used in numerical operations like addition or multiplication with other number or currency values.
So can an array of numbers, but not an array of texts.
Note that when an operation or a function uses both collection and primitive types, then the output will usually, but not always, belong to the collection type.
For example, adding a currency and a number produces a currency, but comparing them will produce a boolean instead.
Nulls
Values of any type can also beNULL which represents the absence of a value.
Generally, null values will be treated as zero values of their type (e.g. 0 or FALSE or "") when used in an operation or function.
Use the ISPRESENT, ISBLANK, or IFNULL functions to explicitly check for and handle nulls.
Operations
The below table shows all the operations in their order of operations (from lowest to highest). An operation with a higher order of operation will take precedence over a lower one.| Operation | Type | Description |
|---|---|---|
a = b | boolean | a is equal to b |
a <> b | boolean | a is not equal to b |
a < b | boolean | a is less than b |
a <= b | boolean | a is less or equal to b |
a > b | boolean | a is greater than b |
a >= b | boolean | a is greater than or equal to b |
a + b | number | a plus b |
a - b | number | a subtract b |
s & t | text | s concatenate t |
a * b | number | a multiplied by b |
a / b | number | a divided by b |
a ^ b | number | a raised to the power of b |
-a | number | Negative a |
( ... ) | T | Parentheses |
FUNC( ... ) | T | Function call |
Functions
This is the list of all functions, their return types, and their behavior. Please reach out to us if there are functions not included here that would be helpful to you!| Formula | Type | Description |
|---|---|---|
ISPRESENT(arg: T) | boolean | Returns whether or not the argument is not NULL. |
ISBLANK(arg: T) | boolean | Returns whether or not the argument is NULL. |
IF(condition: boolean, ifTrue: T, ifFalse: T) | T | Returns the value of ifTrue if condition is TRUE, returns the value of ifFalse otherwise. |
IFNULL(arg: T, ifNull: T) | T | Returns the value of arg if it is not NULL, returns the value of ifNull otherwise. |
AND(arg: boolean, ...) | boolean | Returns TRUE if all the arguments are TRUE, returns FALSE otherwise. |
OR(arg: boolean, ...) | boolean | Returns TRUE if any of the arguments are TRUE, returns FALSE otherwise. |
NOT(arg: boolean) | boolean | Returns TRUE if the argument is falsey (e.g. FALSE, 0, "", NULL), returns FALSE otherwise. |
DATE(arg: text) | date | Converts the given text into a date value. |
SUM(arg: array<T>) | T | Returns the sum of all the elements in the array. |
Constants
Formulas may include constant values such as numbers (e.g.0, 12.50, -100), texts (e.g. "hello!", ""), or booleans (TRUE or FALSE) only.
To declare a constant date, use the DATE function (e.g. DATE("2024-01-01")).
To include double quotation marks in a text constant, escape it with a backslash \", e.g. "She said \"Hi!\"".
SUM
TheSUM function returns the sum of all subfield elements in an array field. For example, if you are extracting data from an invoice and have an array field line_items with a subfield cost, you can use the SUM function to get the total cost of all the line items. You could then compare that to the total amount due and validate that the data was correctly extracted.